Articles by tag: hallucinations

AI Hallucinations in Biology: Systemic Risks

Breaking down why AI in biology produces false predictions despite perfect metrics. Examples of data leakage, overfitting and lessons for developers. Learn how to implement checks for reliable models.

LLM attention problems in long context

Analysis of Lost-in-the-Middle, hallucinations and chunking/RAG techniques for middle/senior dev. Learn how to reduce errors in production — read benchmarks 2025-2026.

Protocol for LLM: fighting hallucinations

Learn how the 1100-line protocol eliminates hallucinations in Qwen and DeepSeek. Tests show 100% protection from injections and errors. Apply for code and facts — launch instructions.